get-shit-done
get-shit-done (GSD) is an innovative AI-assisted software development system focusing on meta-prompting, context engineering, and spec-driven development. It precisely addresses the common “context rot” issue in large language models, ensuring consistently high-quality AI-generated code. Behind the scenes, GSD orchestrates intricate sub-agent workflows, state management, and XML prompt formatting to deliver a remarkably streamlined and efficient developer experience. With built-in intelligent quality assurance mechanisms like schema drift detection, threat-model-based security enforcement, and scope reduction detection, GSD guarantees AI code reliably adheres to project specifications. It empowers developers to rapidly transform ideas into validated, high-quality code, bypassing traditional enterprise development complexities to significantly boost efficiency and delivery quality.
- Solves LLM Context Rot: Leverages meta-prompting and advanced context engineering to effectively prevent "context rot" in large language models, ensuring stable quality of AI-generated code.
- Spec-Driven Development & Quality Assurance: Implements spec-driven development with built-in quality gates like schema drift detection, security enforcement, and scope reduction detection, ensuring AI code highly complies with project specifications.
- Broad Compatibility with Major AI Coding Assistants: Seamlessly supports various AI programming assistants including Claude Code, Copilot, Gemini, and OpenCode, offering a flexible, cross-platform AI development experience.
- Efficient Sub-agent Orchestration & State Management: Automates sub-agent workflows, state management, and XML prompt formatting, simplifying the AI-assisted development process and boosting efficiency.